Afternoon Brief, September 18th 2026
Qwen adds audio and video understanding to a model built for tool use. Independent evaluators publish conditions for working inside frontier labs. Huawei sets commercial availability dates for its next cloud training service, with international customers waiting until November.
Qwen brings audio and video into its tool-using Flash model
Alibaba released Qwen3.8-Omni-Flash, accepting text, images, audio and video within a of up to one million . Its output is text. The model supports tool calls, so an application can combine audiovisual understanding with actions in external software; producing a finished video still requires the surrounding tools.
QwenCloud lists input at $0.15 and output at $0.47 per million tokens, with at $0.016. Those rates give developers a concrete starting point for pricing media analysis, although the cost of processing a recording also depends on how it is converted into tokens. The release documentation describes a hosted service and does not provide a downloadable weight release. Qwen's advertised performance improvements remain vendor claims, without an independent evaluation established here. SourcesAA
Evaluators demand protection from retaliation when they work inside AI labs
The AI Evaluator Forum published a letter setting minimum conditions for embedded safety evaluations, with more than 100 signatories. It calls for evaluators to control their findings, communicate directly with company boards, and receive access comparable to senior internal staff conducting similar assessments. Signatories act in their personal capacities; their affiliations do not establish institutional endorsements.
The demands extend beyond permission to inspect a model. Evaluators would need funding that survives unfavorable findings and protection against retaliatory litigation. Public reporting could undergo a limited redaction process for specified sensitive information, but a lab could not suppress a report simply because it disliked the conclusion. These are proposed conditions, not evidence that participating companies have accepted enforceable terms. They give boards and customers specific questions to ask when a lab describes its oversight as independent. SourcesA